{"id":"W6925255151","doi":"10.17605/osf.io/8pwtc","title":"RESTRICTED ENTRY: DO PUNJABI SIKHS HAVE EQUAL TIMELY ACCESS TO COUNSELING AND PSYCHOTHERAPY?","year":2023,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Mathematical and Theoretical Analysis","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mental health; Audit; White (mutation); Ethnic group; Mental illness; Health services","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001153929,0.0001187612,0.000338892,0.0007993783,0.001876583,0.002154707,0.0006787197,0.0004273686,0.01583565],"category_scores_gemma":[0.006377165,0.0001283966,0.0001383938,0.001346237,0.002027152,0.002462707,0.002269645,0.0009242641,0.0009537949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00101968,"about_ca_system_score_gemma":0.001708861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02230691,"about_ca_topic_score_gemma":0.0260949,"domain_scores_codex":[0.9991296,0.0002360161,0.00003952072,0.00009894405,0.0001583971,0.0003375108],"domain_scores_gemma":[0.9981191,0.0004667076,0.0006019183,0.0001493603,0.0002113018,0.00045153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006325385,0.0008465942,0.6739691,0.0003652061,0.00006710061,0.0008801945,0.069328,0.0001818205,0.0006395708,0.05130397,0.009848319,0.1919375],"study_design_scores_gemma":[0.00008838438,0.0003113517,0.7686487,0.0006372342,0.00004696047,0.001570383,0.1694941,0.0008167366,0.0002362457,0.02216648,0.03594892,0.00003446249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670492,0.0007714069,0.0003376867,0.006405751,0.0000577252,0.00002524676,0.0002424234,0.00001076699,0.02509989],"genre_scores_gemma":[0.9972065,0.0002926656,0.0001378308,0.0005855067,0.0000213208,0.00001135286,0.00007590797,0.00000361451,0.00166537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02230691,"threshold_uncertainty_score":0.05297548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0672646747085712,"score_gpt":0.4191338108226101,"score_spread":0.3518691361140389,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}